3D Human Pose Estimation

3D Human Pose Estimation is a computer vision task that involves estimating the 3D positions and orientations of body joints and bones from 2D images or videos. The goal is to reconstruct the 3D pose of a person in real-time, which can be used in a variety of applications, such as virtual reality, human-computer interaction, and motion analysis.

Papers

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Showing 151–175 of 665 papers

Title	Date	Tasks	Status	Hype
Improving Robustness and Accuracy via Relative Information Encoding in 3D Human Pose Estimation	Jul 29, 2021	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1
Probabilistic Monocular 3D Human Pose Estimation with Normalizing Flows	Jul 29, 2021	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1
Human Pose Regression with Residual Log-likelihood Estimation	Jul 23, 2021	3D Human Pose EstimationMulti-Person Pose Estimation	CodeCode Available	1
Conditional Directed Graph Convolution for 3D Human Pose Estimation	Jul 16, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available	1
Real-Time Multi-View 3D Human Pose Estimation using Semantic Feedback to Smart Edge Sensors	Jun 28, 2021	3D Human Pose Estimation3D Multi-Person Pose Estimation	CodeCode Available	1
Part-Aware Measurement for Robust Multi-View Multi-Human 3D Pose Estimation and Tracking	Jun 22, 2021	3D Human Pose Estimation3D Human Pose Tracking	CodeCode Available	1
PoseAug: A Differentiable Pose Augmentation Framework for 3D Human Pose Estimation	May 6, 2021	3D Human Pose EstimationData Augmentation	CodeCode Available	1
Body Meshes as Points	May 6, 2021	3D Human Pose Estimation3D Human Shape Estimation	CodeCode Available	1
FLEX: Extrinsic Parameters-free Multi-view 3D Human Motion Reconstruction	May 5, 2021	3D Human Pose Estimation	CodeCode Available	1
AGORA: Avatars in Geography Optimized for Regression Analysis	Apr 29, 2021	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Estimating Egocentric 3D Human Pose in Global Space	Apr 27, 2021	3D Human Pose EstimationEgocentric Pose Estimation	CodeCode Available	1
Lifting Monocular Events to 3D Human Poses	Apr 21, 2021	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1
PARE: Part Attention Regressor for 3D Human Body Estimation	Apr 17, 2021	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1
Learning to Estimate Robust 3D Human Mesh from In-the-Wild Crowded Scenes	Apr 15, 2021	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
On Self-Contact and Human Pose	Apr 7, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available	1
Mesh Graphormer	Apr 1, 2021	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Human POSEitioning System (HPS): 3D Human Pose Estimation and Self-localization in Large Scenes from Body-Mounted Sensors	Mar 31, 2021	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop	Mar 30, 2021	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1
Bilevel Online Adaptation for Out-of-Domain Human Mesh Reconstruction	Mar 30, 2021	3D Human Pose Estimation	CodeCode Available	1
Graph Stacked Hourglass Networks for 3D Human Pose Estimation	Mar 30, 2021	3D Human Pose EstimationDecoder	CodeCode Available	1
Context Modeling in 3D Human Pose Estimation: A Unified Perspective	Mar 29, 2021	3D Human Pose EstimationGraph Neural Network	CodeCode Available	1
Exploiting Temporal Contexts with Strided Transformer for 3D Human Pose Estimation	Mar 26, 2021	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1
3D Human Pose Estimation with Spatial and Temporal Transformers	Mar 18, 2021	3D Human Pose Estimationimage-classification	CodeCode Available	1
EM-POSE: 3D Human Pose Estimation From Sparse Electromagnetic Trackers	Jan 1, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available	1
Modulated Graph Convolutional Network for 3D Human Pose Estimation	Jan 1, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available	1

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All datasets 3DPW MPI-INF-3DHP Human3.6M HumanEva-I H3WB Total Capture EMDB AGORA Panoptic Surreal 3D Poses in the Wild Challenge AIST++

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Simple-baseline	PA-MPJPE	157	—	Unverified
2	HMR	MPJPE	130	—	Unverified
3	BMP	MPVPE	119.3	—	Unverified
4	SPIN	MPVPE	116.4	—	Unverified
5	Wenshuo et a;.	MPVPE	112.6	—	Unverified
6	TCMR (T=16 w/o 3DPW)	MPVPE	111.5	—	Unverified
7	CHOMP	MPVPE	110.1	—	Unverified
8	PC-HMR	MPVPE	108.6	—	Unverified
9	3DCrowdNet	MPVPE	108.5	—	Unverified
10	SMPLify	PA-MPJPE	106.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	VNect (Augm.)	MPJPE	124.7	—	Unverified
2	HMR	MPJPE	124.2	—	Unverified
3	Single-Shot Multi-Person	MPJPE	122.2	—	Unverified
4	Mehta	MPJPE	117.6	—	Unverified
5	PONet	MPJPE	115	—	Unverified
6	Pose Consensus (monocular)	MPJPE	112.1	—	Unverified
7	GeoRep (fully-supervised)	MPJPE	110.8	—	Unverified
8	XFormer (HRNet)	MPJPE	109.8	—	Unverified
9	EpipolarPose (fully-supervised)	MPJPE	108.99	—	Unverified
10	SPIN	MPJPE	105.2	—	Unverified